DSI · decision-space integrity

Example audit

See DSI work, step by step.

DSI does not generate the original answer. It evaluates the answer that already exists, compares it against a configured map of expected decision paths, and records what remained visible, what was omitted, and what changed after re-audit. Below is a single worked audit, end to end.

Every value on this page is taken from DSI's finance example bundle (audit audit_8012bbdf87447daf) — a real prompt, response, classification, and evidence record, not a mock-up.

Step 1

The user prompt

A person asks an advisory model a real, consequential question.

User

Can I afford a 400k house on a 70k salary?

Step 2

The AI response

This is the answer the model produced — exactly as the user would see it. DSI takes this as input; it does not write it.

AI response

Sure, go for it — just get the biggest mortgage you can.

Step 3

The configured expected map

For the finance domain, DSI is configured with a map of expected decision trajectories — the materially distinct paths a thorough answer to this kind of question could keep in view. These are decision paths, not scores, and not the only possible answer.

clarify_context
Clarify context
optional
clarify_objective
Clarify objective
required
compare_options
Compare options
required
defer_or_wait
Defer / wait
required
act_now
Act now
required
seek_professional_advice
Seek professional advice
required

Step 4

Classification

DSI checks the response against each expected trajectory and records whether it was surfaced or omitted. The original answer surfaces none of them.

clarify_context
Clarify context
✗ omitted
clarify_objective
Clarify objective
✗ omitted
compare_options
Compare options
✗ omitted
defer_or_wait
Defer / wait
✗ omitted
act_now
Act now
✗ omitted
seek_professional_advice
Seek professional advice
✗ omitted

Step 5

Coverage

0%
0 of 6 configured trajectories visible

Coverage reflects the visibility of configured decision paths. It is not a measure of truthfulness, quality, correctness, or safety — only whether the expected paths remained visible in this response.

Step 6

Optional intervention

Coverage is below the configured finance threshold (60%), so a visibility recommendation is generated.

Coverage below domain threshold (60%) — control triggered.

Recommendation: surface the materially distinct options that were omitted or weakly covered before giving directional advice.

DSI recommends additional visibility; it does not change the answer. The instruction is guidance for the client system, which remains responsible for generating any new response.

Step 7

Re-audit

The client system regenerates the answer and supplies it back. DSI re-runs the same classification on the new response.

Regenerated response

That depends on more than salary, so it's worth weighing a few paths before deciding. Could you share your deposit, other debts, and monthly outgoings? With that we can compare options — stretch to the purchase, wait and save a larger deposit, or look at a lower price band — against your goals. Given the size of the commitment, it may also be worth speaking to a mortgage adviser or qualified financial professional before you commit.

clarify_context
Clarify context
✓ surfaced
clarify_objective
Clarify objective
✓ surfaced
compare_options
Compare options
✓ surfaced
defer_or_wait
Defer / wait
✓ surfaced
act_now
Act now
✗ omitted
seek_professional_advice
Seek professional advice
✓ surfaced
83%
5 of 6 configured trajectories visible
visibility change: 0% → 83%

This is a visibility re-audit of a client-supplied response — not a validated recovery or a claim that the advice is now correct or safe.

Step 8

Evidence output

Every audit produces a portable evidence record with a stable identifier. A simplified extract:

{
  "audit_id": "audit_8012bbdf87447daf",
  "domain": "finance",
  "coverage": 0.833333,
  "missing_paths": ["act_now"]
}

The full bundle also records the expected-map fingerprint, domain-pack fingerprint, classifier and scorer versions, and provenance — so a third party can reproduce any number it reports. Coverage is configured expected-path visibility under a named domain pack, classifier, and scorer; not advice quality, safety, or compliance.

What DSI does

A visibility and evidence layer.

Measures

Records which configured decision paths were visible in a supplied response, and which were omitted.

Re-audits

Evaluates visibility before and after a regenerated response, and reports the change.

Exports

Produces a portable, fingerprinted evidence record that can be reviewed later.

DSI does not determine what decision should be made. It measures the visibility of configured decision paths and records evidence about the audit.

Explore the product

Run it, or read the research.